Sindbad at AraHealthQA Track 1: Leveraging Large Language Models for Mental Health Q&A. - AbdulRahman A. Morsy; Saad Mankarious; Ayah Zirikly (ArabicNLP (Shared Tasks), 2025)

CARMA: Comprehensive Automatically-annotated Reddit Mental Health Dataset for Arabic. - Saad Mankarious; Ayah Zirikly (CoRR, 2025)

MindSET: Advancing Mental Health Benchmarking through Large-Scale Social Media Data. - Saad Mankarious; Ayah Zirikly; Daniel Wiechmann; Elma Kerz; Edward Kempa; Yu Qiao 005 (CoRR, 2025)

Style Transfer as Bias Mitigation: Diffusion Models for Synthetic Mental Health Text for Arabic. - Saad Mankarious; Aya Zirikly (CoRR, 2026)

Mirroring Minds: Asymmetric Linguistic Accommodation and Diagnostic Identity in ADHD and Autism Reddit Communities. - Saad Mankarious; Nour Zeid; Iyad Ait Hou; Rebecca Hwa; Aya Zirikly (CoRR, 2026)

Quantum Frog: Emergent Cooperation and Difficulty Scaling in a Quantized-Time Cooperative Game. - Saad Mankarious (CoRR, 2026)